The silence of the research lab was overwhelming after the constant chatter of the call center. She felt lost without the comforting hum of the phones ringing, the familiar cadence of her colleagues' voices.

Her new workspace was a maze of computers, wires, and equipment she did not understand. Her hands felt clumsy, useless.

She kept checking her watch, counting the minutes until the day was over. She wanted to be done.

She barely spoke during the team meeting, afraid to reveal her ignorance, afraid to make a mistake. She wanted to hide.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258